Making large AI models cheaper, faster and more accessible
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FROM hpcaitech/cuda-conda:12.1
# metainformation
LABEL org.opencontainers.image.source = "https://github.com/hpcaitech/ColossalAI"
LABEL org.opencontainers.image.licenses = "Apache License 2.0"
LABEL org.opencontainers.image.base.name = "docker.io/library/hpcaitech/cuda-conda:12.1"
# enable passwordless ssh
RUN mkdir ~/.ssh && \
printf "Host * \n ForwardAgent yes\nHost *\n StrictHostKeyChecking no" > ~/.ssh/config && \
ssh-keygen -t rsa -N "" -f ~/.ssh/id_rsa && \
cat ~/.ssh/id_rsa.pub >> ~/.ssh/authorized_keys
# enable RDMA support
RUN apt-get update && \
apt-get install -y infiniband-diags perftest ibverbs-providers libibumad3 libibverbs1 libnl-3-200 libnl-route-3-200 librdmacm1 && \
apt-get clean && \
rm -rf /var/lib/apt/lists/*
# install torch
RUN conda install -y python==3.10 && conda install -y pytorch==2.1.2 torchvision==0.16.2 torchaudio==2.1.2 pytorch-cuda=12.1 -c pytorch -c nvidia
# install ninja
RUN apt-get update && \
apt-get install -y --no-install-recommends ninja-build && \
apt-get clean && \
rm -rf /var/lib/apt/lists/*
# install apex
RUN git clone https://github.com/NVIDIA/apex && \
cd apex && \
git checkout a7de60 && \
pip install packaging && \
pip install -v --disable-pip-version-check --no-cache-dir --no-build-isolation --config-settings "--build-option=--cpp_ext" --config-settings "--build-option=--cuda_ext" ./
# install colossalai
ARG VERSION=main
RUN git clone -b ${VERSION} https://github.com/hpcaitech/ColossalAI.git \
&& cd ./ColossalAI \
&& BUILD_EXT=1 pip install -v . \
&& rm -rf colossalai
# install tensornvme
RUN conda install -y cmake && \
apt update -y && apt install -y libaio-dev && \
pip install -v git+https://github.com/hpcaitech/TensorNVMe.git